Publications by authors named "V Kantharaju"

Article Synopsis
  • The Internet of Things (IoT) is a network of interconnected devices that communicate and share data, raising security concerns that require advanced protection methods like deep learning Intrusion Detection Systems (IDS).
  • Traditional deep learning IDS often struggle with accurate attack classification and long computational times, prompting the development of a new approach using the Self-Attention Progressive Generative Adversarial Network (SAPGAN) to enhance security in IoT networks.
  • The proposed framework involves data gathering, pre-processing to handle missing values, feature selection through a modified War Strategy Optimization Algorithm, and categorizing intruders as either Anomaly or Normal, demonstrating improved accuracy and efficiency over standard models.
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Objective: This study aimed to evaluate the relationship between the components of the objective grading system developed by the American Board of Orthodontics (ABO) and smile esthetics in Class I extraction vs non-extraction cases.

Methods: A total of 40 extraoral smile images of orthodontically treated (20 extraction and 20 non-extraction) cases in the age group of 13-30 years and Class I skeletal malocclusion with an average mandibular plane angle were selected. Smile images were rated only by the orthodontist, and this panel included 12 members.

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